NextGP project aims at providing necessary analysis tools to quantitative/statistical geneticists for genomic predictions.
As the name suggests, NextGP will focus on next generation of methods, though some traditional genomic prediction methods as well as conventional mixed model type of analysis will be a part of the package for completeness.
I will implement Bayesian approach in parameter estimations. In most cases, a Gibbs sampling procedure will be used.
NextGP has two main focus:
Models for multi-breed (population,line etc..) analysis
Gene regulatory network estimation
NextGP will rely on a set of Julia packages, some of which could be easily avoided, or will be avoided in the later releases.